{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f6b5957c-8873-4782-ba07-185e91d67df2",
   "metadata": {},
   "source": [
    "Chapter 12\n",
    "\n",
    "# 数据矩阵分析\n",
    "《线性代数》 | 鸢尾花书：数学不难"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d29c1839-4f55-451b-8f38-5aca54c19e14",
   "metadata": {},
   "source": [
    "这段代码完整地展示了从**原始数据读取、预处理、中心化、标准化到协方差矩阵与相关系数矩阵的构建与可视化**的全过程，涉及了多个线性代数核心概念。下面从数学角度详细分段解析：\n",
    "\n",
    "---\n",
    "\n",
    "$1.$ **数据矩阵构建与可视化**\n",
    "\n",
    "代码首先加载鸢尾花数据集的前四列，构成一个 $n \\times 4$ 的数据矩阵 $X$，其中 $n = 150$，每行代表一朵花，每列分别表示萼片长度、萼片宽度、花瓣长度、花瓣宽度，单位均为厘米。\n",
    "\n",
    "$$\n",
    "X = \\begin{bmatrix}\n",
    "x_{11} & x_{12} & x_{13} & x_{14} \\\\\n",
    "x_{21} & x_{22} & x_{23} & x_{24} \\\\\n",
    "\\vdots & \\vdots & \\vdots & \\vdots \\\\\n",
    "x_{n1} & x_{n2} & x_{n3} & x_{n4}\n",
    "\\end{bmatrix}\n",
    "$$\n",
    "\n",
    "通过 `heatmap` 和 `pairplot`，直观展现了数据的整体分布和特征间的成对关系。\n",
    "\n",
    "---\n",
    "\n",
    "$2.$ **均值计算与质心绘制**\n",
    "\n",
    "定义均值向量（质心）$\\mu$：\n",
    "\n",
    "$$\n",
    "\\mu = \\frac{1}{n} \\sum_{i=1}^n x_i = \\frac{1}{n} \\mathbf{1}^T X\n",
    "$$\n",
    "\n",
    "其中 $\\mathbf{1}$ 是 $n \\times 1$ 的全 1 列向量。均值作为质心，用红色叉号标记在每个特征二维投影的散点图中。\n",
    "\n",
    "---\n",
    "\n",
    "$3.$ **中心化操作（去除均值）**\n",
    "\n",
    "对原始数据中心化，得到 $X_{\\text{demean}}$：\n",
    "\n",
    "$$\n",
    "X_{\\text{demean}} = X - \\mathbf{1} \\mu\n",
    "$$\n",
    "\n",
    "中心化后，所有特征的均值为 0，即：\n",
    "\n",
    "$$\n",
    "\\frac{1}{n} \\sum_{i=1}^n (x_i - \\mu) = 0\n",
    "$$\n",
    "\n",
    "这一步是后续协方差计算和PCA分析的基础。\n",
    "\n",
    "---\n",
    "\n",
    "$4.$ **协方差矩阵计算**\n",
    "\n",
    "协方差矩阵 $\\Sigma$ 是中心化矩阵与自身的归一化乘积：\n",
    "\n",
    "$$\n",
    "\\Sigma = \\frac{1}{n - 1} X_{\\text{demean}}^T X_{\\text{demean}}\n",
    "$$\n",
    "\n",
    "$\\Sigma$ 是一个 $4 \\times 4$ 对称矩阵，其第 $i, j$ 项表示第 $i$ 个特征与第 $j$ 个特征之间的协方差，单位是 $\\text{cm}^2$。\n",
    "\n",
    "---\n",
    "\n",
    "$5.$ **方差与标准差**\n",
    "\n",
    "方差为协方差矩阵的对角元素：\n",
    "\n",
    "$$\n",
    "\\text{Var}(x_i) = \\Sigma_{ii}\n",
    "$$\n",
    "\n",
    "标准差为其平方根：\n",
    "\n",
    "$$\n",
    "\\text{Std}(x_i) = \\sqrt{\\Sigma_{ii}}\n",
    "$$\n",
    "\n",
    "再将标准差构成对角矩阵 $D$：\n",
    "\n",
    "$$\n",
    "D = \\text{diag}(\\text{Std}(x_1), \\dots, \\text{Std}(x_4))\n",
    "$$\n",
    "\n",
    "---\n",
    "\n",
    "$6.$ **标准化处理**\n",
    "\n",
    "将中心化矩阵右乘标准差矩阵的逆，得到标准化矩阵 $Z$：\n",
    "\n",
    "$$\n",
    "Z = X_{\\text{demean}} D^{-1}\n",
    "$$\n",
    "\n",
    "标准化后，每一列特征的均值为0，标准差为1，得到无单位（unitless）特征数据，便于比较不同量纲的特征。\n",
    "\n",
    "---\n",
    "\n",
    "$7.$ **标准化后协方差矩阵**\n",
    "\n",
    "标准化后的协方差矩阵变成相关性矩阵：\n",
    "\n",
    "$$\n",
    "Z^T Z / (n - 1) = P\n",
    "$$\n",
    "\n",
    "每个元素 $P_{ij}$ 表示标准化后的第 $i$ 与第 $j$ 特征之间的皮尔逊相关系数，取值范围为 $[-1, 1]$，是对协方差的归一化。\n",
    "\n",
    "---\n",
    "\n",
    "$8.$ **相关性矩阵与可视化**\n",
    "\n",
    "最后通过 `X_df.corr()` 直接计算相关性矩阵 $P$，该矩阵等价于标准化数据的协方差矩阵，即：\n",
    "\n",
    "$$\n",
    "P = \\frac{\\text{Cov}(x_i, x_j)}{\\text{Std}(x_i)\\text{Std}(x_j)}\n",
    "$$\n",
    "\n",
    "相关系数矩阵通过热图展示，便于观察特征之间的线性强相关性或负相关性。\n",
    "\n",
    "---\n",
    "\n",
    "总结来说，这段代码是线性代数中围绕数据矩阵 $X$ 进行的一系列变换与分析操作：均值（质心）计算、中心化、协方差构建、标准差矩阵、标准化处理与相关性评估，构成主成分分析（PCA）等技术的数学基础。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84dee259-65c9-49c1-a3ae-a925fb62e8f6",
   "metadata": {},
   "source": [
    "## 初始化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "da7e2b25-5b7e-42f9-86dc-4361ba7a9d37",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "884354b7-31b5-4c01-bf85-a1c8b1dd3b76",
   "metadata": {},
   "source": [
    "## 导入鸢尾花数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a9b2efe4-4dc5-4b17-9a71-8bc22d1b2192",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_df_iris = pd.read_pickle('X_df_iris.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fa6cef40-3338-4a2e-9467-e619c3a4d90a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_df_iris.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6920cb20-709a-47ec-a702-aca21399a295",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length  sepal_width  petal_length  petal_width    species\n",
       "145           6.7          3.0           5.2          2.3  virginica\n",
       "146           6.3          2.5           5.0          1.9  virginica\n",
       "147           6.5          3.0           5.2          2.0  virginica\n",
       "148           6.2          3.4           5.4          2.3  virginica\n",
       "149           5.9          3.0           5.1          1.8  virginica"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_df_iris.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5a4a96a4-aec1-48ba-8bb0-c26099443d96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['sepal_length', 'sepal_width', 'petal_length', 'petal_width',\n",
       "       'species'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_df_iris.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb7f78a2-4752-4284-8780-f7c2c0d377ae",
   "metadata": {},
   "source": [
    "## 处理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "eff1e8cb-e3d4-4838-8f52-ad2192b9fccc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 只取前四特征列，忽略标签列\n",
    "X_df = X_df_iris.iloc[:,:4]\n",
    "\n",
    "# 修改列名称\n",
    "X_df.columns = ['Sepal length (cm)', \n",
    "                'Sepal width (cm)', \n",
    "                'Petal length (cm)', \n",
    "                'Petal width (cm)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "94ac7950-fb07-4c40-9ff3-6defb2b797a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length (cm)</th>\n",
       "      <th>Sepal width (cm)</th>\n",
       "      <th>Petal length (cm)</th>\n",
       "      <th>Petal width (cm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sepal length (cm)  Sepal width (cm)  Petal length (cm)  Petal width (cm)\n",
       "0                5.1               3.5                1.4               0.2\n",
       "1                4.9               3.0                1.4               0.2\n",
       "2                4.7               3.2                1.3               0.2\n",
       "3                4.6               3.1                1.5               0.2\n",
       "4                5.0               3.6                1.4               0.2"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42d179ea-9c4d-47ca-80d7-1ed2df642b09",
   "metadata": {},
   "source": [
    "## 可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fe7bab59-e32b-4788-91c3-ba8252c1ac8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (3,6))\n",
    "sns.heatmap(X_df.iloc[:,0:4], ax = ax, \n",
    "            # vmin = 0.2, vmax = -0.2,\n",
    "            yticklabels = [],\n",
    "            annot=False,\n",
    "            cmap = 'viridis', \n",
    "            square = False,\n",
    "            cbar_kws={'shrink': 0.5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e33ea4ea-bedf-4683-b193-6cb8ba56d08b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x23e02cd61b0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 成对特征散点图\n",
    "sns.pairplot(X_df, diag_kind = 'kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40617a61-a482-4c2d-9106-5bece6f097bb",
   "metadata": {},
   "source": [
    "## 均值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d1280cd5-6ab1-4821-96d7-9d1d74ad8dfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sepal length (cm)    5.843333\n",
       "Sepal width (cm)     3.057333\n",
       "Petal length (cm)    3.758000\n",
       "Petal width (cm)     1.199333\n",
       "dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_X = X_df.mean()\n",
    "mean_X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a34dc8dc-3f3a-44e9-983e-e99e03b716c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "n = len(X_df)\n",
    "all_ones_n = np.ones((n,1)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "06f973a5-c15f-4224-af2e-1913a79bcf57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length (cm)</th>\n",
       "      <th>Sepal width (cm)</th>\n",
       "      <th>Petal length (cm)</th>\n",
       "      <th>Petal width (cm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>876.5</td>\n",
       "      <td>458.6</td>\n",
       "      <td>563.7</td>\n",
       "      <td>179.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sepal length (cm)  Sepal width (cm)  Petal length (cm)  Petal width (cm)\n",
       "0              876.5             458.6              563.7             179.9"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_ones_n.T @ X_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7fd39da1-6f37-479a-b781-a893c8568cef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length (cm)</th>\n",
       "      <th>Sepal width (cm)</th>\n",
       "      <th>Petal length (cm)</th>\n",
       "      <th>Petal width (cm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.057333</td>\n",
       "      <td>3.758</td>\n",
       "      <td>1.199333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sepal length (cm)  Sepal width (cm)  Petal length (cm)  Petal width (cm)\n",
       "0           5.843333          3.057333              3.758          1.199333"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_ones_n.T @ X_df/n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d520186d-617d-4036-8790-0f8cdbb555b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 成对特征散点图\n",
    "g = sns.pairplot(X_df)\n",
    "\n",
    "# 在每个子图上画上质心\n",
    "for i in range(len(g.axes)):         # 遍历行\n",
    "    for j in range(len(g.axes)):     # 遍历列\n",
    "        if i != j:  # 只在非对角线图上添加（对角线是分布图）\n",
    "            ax = g.axes[i, j]\n",
    "            ax.scatter(mean_X.iloc[j], mean_X.iloc[i], \n",
    "                       color='red', marker='x', s=188, zorder=5)\n",
    "            ax.axhline(y = mean_X.iloc[i], c = 'r', ls = '--')\n",
    "            ax.axvline(x = mean_X.iloc[j], c = 'r', ls = '--')\n",
    "\n",
    "        else:\n",
    "            ax = g.axes[i, j]\n",
    "            ax.axvline(x = mean_X.iloc[j], c = 'r', ls = '--')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d056328-808d-4210-b774-604c056c471a",
   "metadata": {},
   "source": [
    "## 中心化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a42dc500-4828-4c5e-9f44-95c33fe8a946",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_df_demean = X_df - X_df.mean()\n",
    "X_df_demean.columns = ['Sepal length, demean (cm)', \n",
    "                       'Sepal width, demean (cm)', \n",
    "                       'Petal length, demean (cm)', \n",
    "                       'Petal width, demean (cm)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c1f74964-5227-44c1-96f4-c92245ffbacc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sepal length, demean (cm)   -3.315866e-16\n",
       "Sepal width, demean (cm)    -3.552714e-16\n",
       "Petal length, demean (cm)   -6.631732e-16\n",
       "Petal width, demean (cm)    -2.368476e-16\n",
       "dtype: float64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_X_demean = X_df_demean.mean()\n",
    "mean_X_demean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b3553563-1822-4bae-80b9-5a74c7d01bba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (3,6))\n",
    "sns.heatmap(X_df_demean, ax = ax, \n",
    "            yticklabels = [],\n",
    "            annot=False,\n",
    "            cmap = 'viridis', \n",
    "            square = False,\n",
    "            cbar_kws={'shrink': 0.5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "363e7886-0a98-4527-8101-07ff9598ed4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 成对特征散点图`\n",
    "g = sns.pairplot(X_df_demean)\n",
    "\n",
    "# 在每个子图上画上质心\n",
    "for i in range(len(g.axes)):         # 遍历行\n",
    "    for j in range(len(g.axes)):     # 遍历列\n",
    "        if i != j:  # 只在非对角线图上添加（对角线是分布图）\n",
    "            ax = g.axes[i, j]\n",
    "            ax.scatter(mean_X_demean.iloc[j], mean_X_demean.iloc[i], \n",
    "                       color='red', marker='x', s=188, zorder=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53124471-29ad-4fc2-be5e-fa85a40cd077",
   "metadata": {},
   "source": [
    "## 协方差矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c6f67785-38f9-4956-bcda-17bc9718dd5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length</th>\n",
       "      <th>Sepal width</th>\n",
       "      <th>Petal length</th>\n",
       "      <th>Petal width</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sepal length</th>\n",
       "      <td>0.685694</td>\n",
       "      <td>-0.042434</td>\n",
       "      <td>1.274315</td>\n",
       "      <td>0.516271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sepal width</th>\n",
       "      <td>-0.042434</td>\n",
       "      <td>0.189979</td>\n",
       "      <td>-0.329656</td>\n",
       "      <td>-0.121639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petal length</th>\n",
       "      <td>1.274315</td>\n",
       "      <td>-0.329656</td>\n",
       "      <td>3.116278</td>\n",
       "      <td>1.295609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petal width</th>\n",
       "      <td>0.516271</td>\n",
       "      <td>-0.121639</td>\n",
       "      <td>1.295609</td>\n",
       "      <td>0.581006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Sepal length  Sepal width  Petal length  Petal width\n",
       "Sepal length      0.685694    -0.042434      1.274315     0.516271\n",
       "Sepal width      -0.042434     0.189979     -0.329656    -0.121639\n",
       "Petal length      1.274315    -0.329656      3.116278     1.295609\n",
       "Petal width       0.516271    -0.121639      1.295609     0.581006"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Sigma = X_df.cov()\n",
    "Sigma.columns = Sigma.columns.str.replace(' (cm)', '', regex=False)\n",
    "Sigma.index = Sigma.index.str.replace(' (cm)', '', regex=False)\n",
    "Sigma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "93ce7694-8380-49a1-ab56-8d10ead0a9c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length</th>\n",
       "      <th>Sepal width</th>\n",
       "      <th>Petal length</th>\n",
       "      <th>Petal width</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sepal length</th>\n",
       "      <td>0.685694</td>\n",
       "      <td>-0.042434</td>\n",
       "      <td>1.274315</td>\n",
       "      <td>0.516271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sepal width</th>\n",
       "      <td>-0.042434</td>\n",
       "      <td>0.189979</td>\n",
       "      <td>-0.329656</td>\n",
       "      <td>-0.121639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petal length</th>\n",
       "      <td>1.274315</td>\n",
       "      <td>-0.329656</td>\n",
       "      <td>3.116278</td>\n",
       "      <td>1.295609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petal width</th>\n",
       "      <td>0.516271</td>\n",
       "      <td>-0.121639</td>\n",
       "      <td>1.295609</td>\n",
       "      <td>0.581006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Sepal length  Sepal width  Petal length  Petal width\n",
       "Sepal length      0.685694    -0.042434      1.274315     0.516271\n",
       "Sepal width      -0.042434     0.189979     -0.329656    -0.121639\n",
       "Petal length      1.274315    -0.329656      3.116278     1.295609\n",
       "Petal width       0.516271    -0.121639      1.295609     0.581006"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Sigma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "af8276d2-fa23-445a-a404-72603fb50fbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length, demean (cm)</th>\n",
       "      <th>Sepal width, demean (cm)</th>\n",
       "      <th>Petal length, demean (cm)</th>\n",
       "      <th>Petal width, demean (cm)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sepal length, demean (cm)</th>\n",
       "      <td>0.685694</td>\n",
       "      <td>-0.042434</td>\n",
       "      <td>1.274315</td>\n",
       "      <td>0.516271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sepal width, demean (cm)</th>\n",
       "      <td>-0.042434</td>\n",
       "      <td>0.189979</td>\n",
       "      <td>-0.329656</td>\n",
       "      <td>-0.121639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petal length, demean (cm)</th>\n",
       "      <td>1.274315</td>\n",
       "      <td>-0.329656</td>\n",
       "      <td>3.116278</td>\n",
       "      <td>1.295609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petal width, demean (cm)</th>\n",
       "      <td>0.516271</td>\n",
       "      <td>-0.121639</td>\n",
       "      <td>1.295609</td>\n",
       "      <td>0.581006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Sepal length, demean (cm)  \\\n",
       "Sepal length, demean (cm)                   0.685694   \n",
       "Sepal width, demean (cm)                   -0.042434   \n",
       "Petal length, demean (cm)                   1.274315   \n",
       "Petal width, demean (cm)                    0.516271   \n",
       "\n",
       "                           Sepal width, demean (cm)  \\\n",
       "Sepal length, demean (cm)                 -0.042434   \n",
       "Sepal width, demean (cm)                   0.189979   \n",
       "Petal length, demean (cm)                 -0.329656   \n",
       "Petal width, demean (cm)                  -0.121639   \n",
       "\n",
       "                           Petal length, demean (cm)  Petal width, demean (cm)  \n",
       "Sepal length, demean (cm)                   1.274315                  0.516271  \n",
       "Sepal width, demean (cm)                   -0.329656                 -0.121639  \n",
       "Petal length, demean (cm)                   3.116278                  1.295609  \n",
       "Petal width, demean (cm)                    1.295609                  0.581006  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_df_demean.T @ X_df_demean/(n-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "03aa2c3f-fd81-431b-8d6a-ac8ecff97dfc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (3,3))\n",
    "sns.heatmap(Sigma, ax = ax, \n",
    "            annot=True,\n",
    "            cmap = 'viridis', \n",
    "            square = True)\n",
    "# 数值的单位是 cm**2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a4fd758-8d5c-4335-8e57-40201276b759",
   "metadata": {},
   "source": [
    "## 方差、标准差"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "943f5cf9-35ff-4092-abb2-1ce53c877680",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.68569351, 0.18997942, 3.11627785, 0.58100626])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "variance = np.diag(Sigma)\n",
    "variance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "646e454b-03dc-4adc-9da7-c346e0b2dee8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.82806613, 0.43586628, 1.76529823, 0.76223767])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "std = np.sqrt(variance)\n",
    "std"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8380ba6-5ed8-48e5-9dde-eb144097009c",
   "metadata": {},
   "source": [
    "## 标准化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c36d8e1d-0f5f-4ca7-a414-9e475c4936eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.82806613, 0.        , 0.        , 0.        ],\n",
       "       [0.        , 0.43586628, 0.        , 0.        ],\n",
       "       [0.        , 0.        , 1.76529823, 0.        ],\n",
       "       [0.        , 0.        , 0.        , 0.76223767]])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D = np.diag(std)\n",
    "D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "1ec1bea1-3e8c-4d27-bcf1-3f6e0e82a48f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (3,3))\n",
    "sns.heatmap(D, ax = ax, \n",
    "            annot=True,\n",
    "            cmap = 'viridis', \n",
    "            square = True)\n",
    "# 数值的单位是 cm**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "51611dc9-debc-46ed-bd59-f2115bdc1f4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "Z_df = (X_df - X_df.mean()) @ np.linalg.inv(D)\n",
    "Z_df.columns = ['Sepal length, standardized', \n",
    "                'Sepal width, standardized', \n",
    "                'Petal length, standardized', \n",
    "                'Petal width, standardized']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "f6bc1e36-90ff-4db2-88a1-95c6ed46590d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (3,6))\n",
    "sns.heatmap(Z_df, ax = ax, \n",
    "            yticklabels = [],\n",
    "            annot=False,\n",
    "            cmap = 'viridis', \n",
    "            square = False,\n",
    "            cbar_kws={'shrink': 0.5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "ba6c0110-46fa-467c-b27c-c9a97b073b16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length, standardized</th>\n",
       "      <th>Sepal width, standardized</th>\n",
       "      <th>Petal length, standardized</th>\n",
       "      <th>Petal width, standardized</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.897674</td>\n",
       "      <td>1.015602</td>\n",
       "      <td>-1.335752</td>\n",
       "      <td>-1.311052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.139200</td>\n",
       "      <td>-0.131539</td>\n",
       "      <td>-1.335752</td>\n",
       "      <td>-1.311052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.380727</td>\n",
       "      <td>0.327318</td>\n",
       "      <td>-1.392399</td>\n",
       "      <td>-1.311052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.501490</td>\n",
       "      <td>0.097889</td>\n",
       "      <td>-1.279104</td>\n",
       "      <td>-1.311052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-1.018437</td>\n",
       "      <td>1.245030</td>\n",
       "      <td>-1.335752</td>\n",
       "      <td>-1.311052</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sepal length, standardized  Sepal width, standardized  \\\n",
       "0                   -0.897674                   1.015602   \n",
       "1                   -1.139200                  -0.131539   \n",
       "2                   -1.380727                   0.327318   \n",
       "3                   -1.501490                   0.097889   \n",
       "4                   -1.018437                   1.245030   \n",
       "\n",
       "   Petal length, standardized  Petal width, standardized  \n",
       "0                   -1.335752                  -1.311052  \n",
       "1                   -1.335752                  -1.311052  \n",
       "2                   -1.392399                  -1.311052  \n",
       "3                   -1.279104                  -1.311052  \n",
       "4                   -1.335752                  -1.311052  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Z_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "b65ceaf4-2516-4c29-aade-79ff0d125315",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sepal length, standardized   -1.068960e-15\n",
       "Sepal width, standardized    -3.214096e-16\n",
       "Petal length, standardized   -2.375877e-16\n",
       "Petal width, standardized    -2.390680e-16\n",
       "dtype: float64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_Z = Z_df.mean()\n",
    "mean_Z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "8424ec5a-9e4a-4534-a90d-114e7a3d866e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length, standardized</th>\n",
       "      <th>Sepal width, standardized</th>\n",
       "      <th>Petal length, standardized</th>\n",
       "      <th>Petal width, standardized</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sepal length, standardized</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.117570</td>\n",
       "      <td>0.871754</td>\n",
       "      <td>0.817941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sepal width, standardized</th>\n",
       "      <td>-0.117570</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.428440</td>\n",
       "      <td>-0.366126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petal length, standardized</th>\n",
       "      <td>0.871754</td>\n",
       "      <td>-0.428440</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.962865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petal width, standardized</th>\n",
       "      <td>0.817941</td>\n",
       "      <td>-0.366126</td>\n",
       "      <td>0.962865</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            Sepal length, standardized  \\\n",
       "Sepal length, standardized                    1.000000   \n",
       "Sepal width, standardized                    -0.117570   \n",
       "Petal length, standardized                    0.871754   \n",
       "Petal width, standardized                     0.817941   \n",
       "\n",
       "                            Sepal width, standardized  \\\n",
       "Sepal length, standardized                  -0.117570   \n",
       "Sepal width, standardized                    1.000000   \n",
       "Petal length, standardized                  -0.428440   \n",
       "Petal width, standardized                   -0.366126   \n",
       "\n",
       "                            Petal length, standardized  \\\n",
       "Sepal length, standardized                    0.871754   \n",
       "Sepal width, standardized                    -0.428440   \n",
       "Petal length, standardized                    1.000000   \n",
       "Petal width, standardized                     0.962865   \n",
       "\n",
       "                            Petal width, standardized  \n",
       "Sepal length, standardized                   0.817941  \n",
       "Sepal width, standardized                   -0.366126  \n",
       "Petal length, standardized                   0.962865  \n",
       "Petal width, standardized                    1.000000  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Z_df.cov()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "7baebd48-6340-493c-afcf-52e6e81218dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 成对特征散点图\n",
    "g = sns.pairplot(Z_df, diag_kind = 'kde')\n",
    "\n",
    "# 在每个子图上画上质心\n",
    "for i in range(len(g.axes)):         # 遍历行\n",
    "    for j in range(len(g.axes)):     # 遍历列\n",
    "        if i != j:  # 只在非对角线图上添加（对角线是分布图）\n",
    "            ax = g.axes[i, j]\n",
    "            ax.scatter(mean_Z.iloc[j], mean_Z.iloc[i], \n",
    "                       color='red', marker='x', s=188, zorder=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c0776e6-21c7-4561-ab28-46fb01b1e186",
   "metadata": {},
   "source": [
    "## 线性相关性系数矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "178c9473-be69-4abc-bff9-380adc345abf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal length</th>\n",
       "      <th>Sepal width</th>\n",
       "      <th>Petal length</th>\n",
       "      <th>Petal width</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sepal length</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.117570</td>\n",
       "      <td>0.871754</td>\n",
       "      <td>0.817941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sepal width</th>\n",
       "      <td>-0.117570</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.428440</td>\n",
       "      <td>-0.366126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petal length</th>\n",
       "      <td>0.871754</td>\n",
       "      <td>-0.428440</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.962865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petal width</th>\n",
       "      <td>0.817941</td>\n",
       "      <td>-0.366126</td>\n",
       "      <td>0.962865</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Sepal length  Sepal width  Petal length  Petal width\n",
       "Sepal length      1.000000    -0.117570      0.871754     0.817941\n",
       "Sepal width      -0.117570     1.000000     -0.428440    -0.366126\n",
       "Petal length      0.871754    -0.428440      1.000000     0.962865\n",
       "Petal width       0.817941    -0.366126      0.962865     1.000000"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "P = X_df.corr()\n",
    "P.columns = P.columns.str.replace(' (cm)', '', regex=False)\n",
    "P.index = P.index.str.replace(' (cm)', '', regex=False)\n",
    "P"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ae2a5df4-ce65-44a0-a141-778075b244ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (3,3))\n",
    "sns.heatmap(P, ax = ax, \n",
    "            annot=True,\n",
    "            cmap = 'viridis', \n",
    "            square = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "227f3c41-ae3a-4784-b857-3ab596b64d13",
   "metadata": {},
   "source": [
    "作者\t**生姜DrGinger**  \n",
    "脚本\t**生姜DrGinger**  \n",
    "视频\t**崔崔CuiCui**  \n",
    "开源资源\t[**GitHub**](https://github.com/Visualize-ML)  \n",
    "平台\t[**油管**](https://www.youtube.com/@DrGinger_Jiang)\t\t\n",
    "\t\t[**iris小课堂**](https://space.bilibili.com/3546865719052873)\t\t\n",
    "\t\t[**生姜DrGinger**](https://space.bilibili.com/513194466)  "
   ]
  }
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